{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch \n",
    "from torch import nn, Tensor\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Flow(nn.Module):\n",
    "    def __init__(self, dim: int = 2, h: int = 64):\n",
    "        super().__init__()\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Linear(dim + 1, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, dim))\n",
    "    \n",
    "    def forward(self, t: Tensor, x_t: Tensor) -> Tensor:\n",
    "        return self.net(torch.cat((t, x_t), -1))\n",
    "    \n",
    "    def step(self, x_t: Tensor, t_start: Tensor, t_end: Tensor) -> Tensor:\n",
    "        t_start = t_start.view(1, 1).expand(x_t.shape[0], 1)\n",
    "        \n",
    "        return x_t + (t_end - t_start) * self(t=t_start + (t_end - t_start) / 2, x_t= x_t + self(x_t=x_t, t=t_start) * (t_end - t_start) / 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow = Flow()\n",
    "\n",
    "optimizer = torch.optim.Adam(flow.parameters(), 1e-2)\n",
    "loss_fn = nn.MSELoss()\n",
    "\n",
    "for _ in range(10000):\n",
    "    x_1 = Tensor(make_moons(256, noise=0.05)[0])\n",
    "    x_0 = torch.randn_like(x_1)\n",
    "    t = torch.rand(len(x_1), 1)\n",
    "    \n",
    "    x_t = (1 - t) * x_0 + t * x_1\n",
    "    dx_t = x_1 - x_0\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    loss_fn(flow(t=t, x_t=x_t), dx_t).backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([256, 2])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_t.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x400 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = torch.randn(300, 2)\n",
    "n_steps = 8\n",
    "fig, axes = plt.subplots(1, n_steps + 1, figsize=(30, 4), sharex=True, sharey=True)\n",
    "time_steps = torch.linspace(0, 1.0, n_steps + 1)\n",
    "\n",
    "axes[0].scatter(x.detach()[:, 0], x.detach()[:, 1], s=10)\n",
    "axes[0].set_title(f't = {time_steps[0]:.2f}')\n",
    "axes[0].set_xlim(-3.0, 3.0)\n",
    "axes[0].set_ylim(-3.0, 3.0)\n",
    "\n",
    "for i in range(n_steps):\n",
    "    x = flow.step(x_t=x, t_start=time_steps[i], t_end=time_steps[i + 1])\n",
    "    axes[i + 1].scatter(x.detach()[:, 0], x.detach()[:, 1], s=10)\n",
    "    axes[i + 1].set_title(f't = {time_steps[i + 1]:.2f}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "finrl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
